{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tutorial 1: LIF Neuron Basics\n",
    "\n",
    "In this tutorial, you'll learn how to:\n",
    "\n",
    "- Create and configure LIF neurons\n",
    "- Simulate neuron dynamics\n",
    "- Analyze neuron behavior\n",
    "- Understand different reset modes\n",
    "- Work with physical units"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BrainPy version: 2.7.2\n"
     ]
    }
   ],
   "source": [
    "import brainpy\n",
    "import brainstate\n",
    "import brainunit as u\n",
    "import braintools\n",
    "import matplotlib.pyplot as plt\n",
    "import jax.numpy as jnp\n",
    "import numpy as np\n",
    "\n",
    "print(f\"BrainPy version: {brainpy.__version__}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 1: Understanding the LIF Model\n",
    "\n",
    "The Leaky Integrate-and-Fire (LIF) neuron is described by:\n",
    "\n",
    "$$\\tau \\frac{dV}{dt} = -(V - V_{rest}) + R \\cdot I(t)$$\n",
    "\n",
    "Where:\n",
    "- $V$ is the membrane potential\n",
    "- $\\tau$ is the membrane time constant\n",
    "- $V_{rest}$ is the resting potential\n",
    "- $R$ is the input resistance\n",
    "- $I(t)$ is the input current\n",
    "\n",
    "When $V \\geq V_{th}$ (threshold), the neuron spikes and resets."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 2: Creating Your First LIF Neuron"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Neuron created successfully!\n",
      "Initial membrane potential: ArrayImpl([0.], dtype=float32) * mvolt\n"
     ]
    }
   ],
   "source": [
    "# Set simulation time step\n",
    "brainstate.environ.set(dt=0.1 * u.ms)\n",
    "\n",
    "# Create a single LIF neuron\n",
    "neuron = brainpy.state.LIF(\n",
    "    in_size=1,\n",
    "    V_rest=-65. * u.mV,      # Resting potential\n",
    "    V_th=-50. * u.mV,        # Spike threshold\n",
    "    V_reset=-65. * u.mV,     # Reset potential\n",
    "    tau=10. * u.ms,          # Membrane time constant\n",
    "    R=1. * u.ohm,            # Input resistance\n",
    "    spk_reset='hard'         # Reset mode\n",
    ")\n",
    "\n",
    "# Initialize neuron state\n",
    "brainstate.nn.init_all_states(neuron)\n",
    "\n",
    "print(\"Neuron created successfully!\")\n",
    "print(f\"Initial membrane potential: {neuron.V.value}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 3: Response to Constant Input\n",
    "\n",
    "Let's see how the neuron responds to a constant input current."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reset neuron\n",
    "brainstate.nn.init_all_states(neuron)\n",
    "\n",
    "# Simulation parameters\n",
    "duration = 200. * u.ms\n",
    "dt = brainstate.environ.get_dt()\n",
    "times = u.math.arange(0. * u.ms, duration, dt)\n",
    "\n",
    "# Constant input current\n",
    "I_input = 20.0 * u.mA\n",
    "\n",
    "# Run simulation\n",
    "voltages = []\n",
    "spikes = []\n",
    "\n",
    "for t in times:\n",
    "    neuron(I_input)\n",
    "    voltages.append(neuron.V.value)\n",
    "    spikes.append(neuron.get_spike()[0])  # Single neuron\n",
    "\n",
    "voltages = u.math.asarray(voltages)\n",
    "spikes = u.math.asarray(spikes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of spikes: 14\n",
      "Firing rate: 70.00 Hz\n",
      "Mean ISI: 13.90 ms\n",
      "ISI CV: 0.000\n"
     ]
    }
   ],
   "source": [
    "# Plot results\n",
    "times_plot = times.to_decimal(u.ms)\n",
    "voltages_plot = voltages.to_decimal(u.mV)\n",
    "\n",
    "plt.figure(figsize=(12, 5))\n",
    "\n",
    "# Membrane potential\n",
    "plt.subplot(2, 1, 1)\n",
    "plt.plot(times_plot, voltages_plot, linewidth=2)\n",
    "plt.axhline(y=-50, color='r', linestyle='--', alpha=0.7, label='Threshold')\n",
    "plt.axhline(y=-65, color='g', linestyle='--', alpha=0.7, label='Rest/Reset')\n",
    "plt.ylabel('Voltage (mV)')\n",
    "plt.title(f'LIF Neuron Response to Constant Input (I = {I_input})')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# Spike raster\n",
    "plt.subplot(2, 1, 2)\n",
    "spike_times = times_plot[spikes > 0]\n",
    "plt.scatter(spike_times, [0]*len(spike_times), marker='|', s=1000, c='black')\n",
    "plt.ylabel('Spikes')\n",
    "plt.xlabel('Time (ms)')\n",
    "plt.ylim([-0.5, 0.5])\n",
    "plt.yticks([])\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Statistics\n",
    "n_spikes = int(u.math.sum(spikes > 0))\n",
    "firing_rate = n_spikes / (duration.to_decimal(u.second))\n",
    "print(f\"Number of spikes: {n_spikes}\")\n",
    "print(f\"Firing rate: {firing_rate:.2f} Hz\")\n",
    "\n",
    "if n_spikes > 1:\n",
    "    isis = jnp.diff(times_plot[spikes > 0])  # Inter-spike intervals\n",
    "    print(f\"Mean ISI: {jnp.mean(isis):.2f} ms\")\n",
    "    print(f\"ISI CV: {jnp.std(isis)/jnp.mean(isis):.3f}\")  # Coefficient of variation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 4: F-I Curve (Frequency-Current Relationship)\n",
    "\n",
    "Let's explore how firing rate changes with input current."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Completed 1/10: I = 0.0 * mamp, rate = 0.0 Hz\n",
      "Completed 2/10: I = 2.222222328186035 * mamp, rate = 0.0 Hz\n",
      "Completed 3/10: I = 4.44444465637207 * mamp, rate = 0.0 Hz\n",
      "Completed 4/10: I = 6.6666669845581055 * mamp, rate = 0.0 Hz\n",
      "Completed 5/10: I = 8.88888931274414 * mamp, rate = 0.0 Hz\n",
      "Completed 6/10: I = 11.111111640930176 * mamp, rate = 0.0 Hz\n",
      "Completed 7/10: I = 13.333333969116211 * mamp, rate = 0.0 Hz\n",
      "Completed 8/10: I = 15.55555534362793 * mamp, rate = 28.0 Hz\n",
      "Completed 9/10: I = 17.77777862548828 * mamp, rate = 52.0 Hz\n",
      "Completed 10/10: I = 20.0 * mamp, rate = 70.0 Hz\n"
     ]
    }
   ],
   "source": [
    "# Range of input currents\n",
    "currents = u.math.linspace(0 * u.mA, 20 * u.mA, 10)\n",
    "firing_rates = []\n",
    "\n",
    "duration = 500. * u.ms\n",
    "times = u.math.arange(0. * u.ms, duration, dt)\n",
    "\n",
    "# for I in currents:\n",
    "for i, I in enumerate(currents):\n",
    "    # Reset neuron\n",
    "    brainstate.nn.init_all_states(neuron)\n",
    "    \n",
    "    # Simulate\n",
    "    spike_count = 0\n",
    "    for t in times:\n",
    "        neuron(I)\n",
    "        if neuron.get_spike()[0] > 0:\n",
    "            spike_count += 1\n",
    "    \n",
    "    # Calculate firing rate\n",
    "    rate = spike_count / (duration.to_decimal(u.second))\n",
    "    firing_rates.append(rate)\n",
    "    print(f\"Completed {i+1}/{len(currents)}: I = {I}, rate = {rate} Hz\")\n",
    "\n",
    "firing_rates = jnp.array(firing_rates)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Rheobase (minimum spiking current): 15.55555534362793 * mamp\n"
     ]
    }
   ],
   "source": [
    "# Plot F-I curve\n",
    "plt.figure(figsize=(8, 5))\n",
    "plt.plot(currents.to_decimal(u.nA), firing_rates, 'o-', linewidth=2, markersize=6)\n",
    "plt.xlabel('Input Current (nA)')\n",
    "plt.ylabel('Firing Rate (Hz)')\n",
    "plt.title('F-I Curve: Firing Rate vs Input Current')\n",
    "plt.grid(True, alpha=0.3)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Find rheobase (minimum current for spiking)\n",
    "spiking_currents = currents[firing_rates > 0]\n",
    "if len(spiking_currents) > 0:\n",
    "    rheobase = spiking_currents[0]\n",
    "    print(f\"Rheobase (minimum spiking current): {rheobase}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 5: Soft vs Hard Reset\n",
    "\n",
    "LIF neurons can use different reset mechanisms:\n",
    "\n",
    "- **Hard reset**: $V \\leftarrow V_{reset}$ (discards extra charge)\n",
    "- **Soft reset**: $V \\leftarrow V - V_{th}$ (preserves extra charge)\n",
    "\n",
    "Let's compare their behavior."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create two neurons with different reset modes\n",
    "neuron_hard = brainpy.state.LIF(\n",
    "    1,\n",
    "    V_rest=-65. * u.mV,\n",
    "    V_th=-50. * u.mV,\n",
    "    V_reset=-65. * u.mV,\n",
    "    tau=10. * u.ms,\n",
    "    spk_reset='hard'\n",
    ")\n",
    "\n",
    "neuron_soft = brainpy.state.LIF(\n",
    "    1,\n",
    "    V_rest=-65. * u.mV,\n",
    "    V_th=-50. * u.mV,\n",
    "    V_reset=-65. * u.mV,  # Not used in soft reset\n",
    "    tau=10. * u.ms,\n",
    "    spk_reset='soft'\n",
    ")\n",
    "\n",
    "# Initialize\n",
    "brainstate.nn.init_all_states(neuron_hard)\n",
    "brainstate.nn.init_all_states(neuron_soft)\n",
    "\n",
    "# Simulate both with same input\n",
    "duration = 200. * u.ms\n",
    "times = u.math.arange(0. * u.ms, duration, dt)\n",
    "I_input = 20.0 * u.mA  # Strong input\n",
    "\n",
    "voltages_hard = []\n",
    "voltages_soft = []\n",
    "spikes_hard = []\n",
    "spikes_soft = []\n",
    "\n",
    "for t in times:\n",
    "    neuron_hard(I_input)\n",
    "    neuron_soft(I_input)\n",
    "    \n",
    "    voltages_hard.append(neuron_hard.V.value)\n",
    "    voltages_soft.append(neuron_soft.V.value)\n",
    "    spikes_hard.append(neuron_hard.get_spike()[0])\n",
    "    spikes_soft.append(neuron_soft.get_spike()[0])\n",
    "\n",
    "voltages_hard = u.math.asarray(voltages_hard)\n",
    "voltages_soft = u.math.asarray(voltages_soft)\n",
    "spikes_hard = u.math.asarray(spikes_hard)\n",
    "spikes_soft = u.math.asarray(spikes_soft)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hard reset: 14 spikes, 70.00 Hz\n",
      "Soft reset: 17 spikes, 85.00 Hz\n",
      "\n",
      "Soft reset fires 21.4% more frequently\n"
     ]
    }
   ],
   "source": [
    "# Plot comparison\n",
    "times_plot = times.to_decimal(u.ms)\n",
    "\n",
    "fig, axes = plt.subplots(2, 1, figsize=(12, 8), sharex=True)\n",
    "\n",
    "# Hard reset\n",
    "axes[0].plot(times_plot, voltages_hard.to_decimal(u.mV), linewidth=2, label='Hard Reset')\n",
    "axes[0].axhline(y=-50, color='r', linestyle='--', alpha=0.5, label='Threshold')\n",
    "axes[0].set_ylabel('Voltage (mV)')\n",
    "axes[0].set_title('Hard Reset: V ← V_reset (discards extra charge)')\n",
    "axes[0].legend()\n",
    "axes[0].grid(True, alpha=0.3)\n",
    "\n",
    "# Soft reset\n",
    "axes[1].plot(times_plot, voltages_soft.to_decimal(u.mV), linewidth=2, label='Soft Reset', color='orange')\n",
    "axes[1].axhline(y=-50, color='r', linestyle='--', alpha=0.5, label='Threshold')\n",
    "axes[1].set_ylabel('Voltage (mV)')\n",
    "axes[1].set_xlabel('Time (ms)')\n",
    "axes[1].set_title('Soft Reset: V ← V - V_th (preserves extra charge)')\n",
    "axes[1].legend()\n",
    "axes[1].grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Compare firing rates\n",
    "n_spikes_hard = int(u.math.sum(spikes_hard > 0))\n",
    "n_spikes_soft = int(u.math.sum(spikes_soft > 0))\n",
    "rate_hard = n_spikes_hard / (duration.to_decimal(u.second))\n",
    "rate_soft = n_spikes_soft / (duration.to_decimal(u.second))\n",
    "\n",
    "print(f\"Hard reset: {n_spikes_hard} spikes, {rate_hard:.2f} Hz\")\n",
    "print(f\"Soft reset: {n_spikes_soft} spikes, {rate_soft:.2f} Hz\")\n",
    "print(f\"\\nSoft reset fires {(rate_soft/rate_hard - 1)*100:.1f}% more frequently\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 6: Population of LIF Neurons\n",
    "\n",
    "Now let's create a population of neurons with heterogeneous properties."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\soft\\Anaconda3\\envs\\Ecosystem-py\\Lib\\site-packages\\braintools\\surrogate.py:72: UserWarning: Explicitly requested dtype float64 requested in asarray is not available, and will be truncated to dtype float32. To enable more dtypes, set the jax_enable_x64 configuration option or the JAX_ENABLE_X64 shell environment variable. See https://github.com/jax-ml/jax#current-gotchas for more.\n",
      "  z = jnp.asarray(x >= 0, dtype=x.dtype)\n"
     ]
    }
   ],
   "source": [
    "# Create population with varied initial conditions\n",
    "pop_size = 50\n",
    "neuron_pop = brainpy.state.LIF(\n",
    "    pop_size,\n",
    "    V_rest=-65. * u.mV,\n",
    "    V_th=-50. * u.mV,\n",
    "    V_reset=-65. * u.mV,\n",
    "    tau=10. * u.ms,\n",
    "    V_initializer=braintools.init.Normal(-65., 5., unit=u.mV),  # Random initial V\n",
    "    spk_reset='hard'\n",
    ")\n",
    "\n",
    "# Initialize\n",
    "brainstate.nn.init_all_states(neuron_pop)\n",
    "\n",
    "# Simulate with step current\n",
    "duration = 300. * u.ms\n",
    "times = u.math.arange(0. * u.ms, duration, dt)\n",
    "\n",
    "spike_history = []\n",
    "for t in times:\n",
    "    # Step current: 0 → 2.5 nA at t=50ms\n",
    "    I = 20. * u.mA if t > 50. *u.ms else 0 * u.mA\n",
    "    neuron_pop(I)\n",
    "    spike_history.append(neuron_pop.get_spike())\n",
    "\n",
    "spike_history = u.math.asarray(spike_history)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Raster plot\n",
    "t_indices, n_indices = u.math.where(spike_history > 0)\n",
    "spike_times = times[t_indices].to_decimal(u.ms)\n",
    "\n",
    "time_max = float(duration.to_decimal(u.ms))\n",
    "xticks = np.arange(0, time_max + 1, 50)\n",
    "\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.scatter(spike_times, n_indices, s=2, c='black', alpha=0.6)\n",
    "plt.axvline(x=50, color='r', linestyle='--', alpha=0.5, label='Input onset')\n",
    "plt.xlabel('Time (ms)', fontsize=12)\n",
    "plt.ylabel('Neuron Index', fontsize=12)\n",
    "plt.title('Population Activity Raster Plot (50 LIF Neurons)', fontsize=14)\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "plt.xlim(0, time_max)\n",
    "plt.xticks(xticks)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Population firing rate over time\n",
    "bin_size = 10 * u.ms\n",
    "bins = u.math.arange(0*u.ms, duration, bin_size)\n",
    "pop_rate, _ = u.math.histogram(times[t_indices], bins=bins.to_decimal(u.ms))\n",
    "pop_rate = pop_rate / (pop_size * bin_size.to_decimal(u.second))  # Convert to Hz\n",
    "\n",
    "plt.figure(figsize=(12, 4))\n",
    "bin_centers = bins[:-1] + bin_size/2\n",
    "plt.plot(bin_centers.to_decimal(u.ms), pop_rate, linewidth=2)\n",
    "plt.axvline(x=50, color='r', linestyle='--', alpha=0.5, label='Input onset')\n",
    "plt.xlabel('Time (ms)', fontsize=12)\n",
    "plt.ylabel('Population Rate (Hz)', fontsize=12)\n",
    "plt.title('Population Firing Rate', fontsize=14)\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "plt.xlim(0, time_max)\n",
    "plt.xticks(xticks)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 7: Effects of Different Parameters\n",
    "\n",
    "Let's explore how changing parameters affects neuron behavior."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Observation: Larger τ → slower integration, lower firing rate\n"
     ]
    }
   ],
   "source": [
    "# Different time constants\n",
    "taus = [5*u.ms, 10*u.ms, 20*u.ms]\n",
    "neurons = [brainpy.state.LIF(1, V_rest=-65.*u.mV, V_th=-50.*u.mV,\n",
    "                  V_reset=-65.*u.mV, tau=tau, spk_reset='hard') \n",
    "           for tau in taus]\n",
    "\n",
    "# Initialize all\n",
    "for n in neurons:\n",
    "    brainstate.nn.init_all_states(n)\n",
    "\n",
    "# Simulate\n",
    "duration = 150. * u.ms\n",
    "times = u.math.arange(0. * u.ms, duration, dt)\n",
    "I_input = 20.0 * u.mA\n",
    "\n",
    "results = {}\n",
    "for tau, neuron in zip(taus, neurons):\n",
    "    voltages = []\n",
    "    for t in times:\n",
    "        neuron(I_input)\n",
    "        voltages.append(neuron.V.value)\n",
    "    results[tau] = u.math.asarray(voltages)\n",
    "\n",
    "# Plot\n",
    "plt.figure(figsize=(12, 5))\n",
    "for tau, voltages in results.items():\n",
    "    plt.plot(times.to_decimal(u.ms), voltages.to_decimal(u.mV), \n",
    "             linewidth=2, label=f'τ = {tau}')\n",
    "\n",
    "plt.axhline(y=-50, color='r', linestyle='--', alpha=0.5, label='Threshold')\n",
    "plt.xlabel('Time (ms)', fontsize=12)\n",
    "plt.ylabel('Membrane Potential (mV)', fontsize=12)\n",
    "plt.title('Effect of Time Constant on LIF Dynamics', fontsize=14)\n",
    "plt.legend(fontsize=10)\n",
    "plt.grid(True, alpha=0.3)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"Observation: Larger τ → slower integration, lower firing rate\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary\n",
    "\n",
    "In this tutorial, you learned:\n",
    "\n",
    "✅ How to create and configure LIF neurons with physical units\n",
    "\n",
    "✅ How to simulate and visualize neuron dynamics\n",
    "\n",
    "✅ How to compute F-I curves (frequency-current relationships)\n",
    "\n",
    "✅ The difference between hard and soft reset modes\n",
    "\n",
    "✅ How to work with populations of neurons\n",
    "\n",
    "✅ How parameters affect neuron behavior\n",
    "\n",
    "## Next Steps\n",
    "\n",
    "- **Tutorial 2**: Learn about [synapse models](02-synapse-models.ipynb)\n",
    "- **Tutorial 3**: Build [connected networks](03-network-connection.ipynb)\n",
    "- **Advanced**: Explore [other neuron models](01-other-neurons.ipynb) (LIFRef, ALIF)\n",
    "\n",
    "## Exercises\n",
    "\n",
    "Try these on your own:\n",
    "\n",
    "1. Create a neuron with refractory period using `brainpy.state.LIFRef`\n",
    "2. Implement adaptive neuron using `brainpy.state.ALIF` and observe spike-frequency adaptation\n",
    "3. Generate an F-I curve for different values of τ\n",
    "4. Create a population with heterogeneous time constants (use different τ for each neuron)"
   ]
  }
 ],
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